Cargando…
An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK
INTRODUCTION: At the start of the COVID-19 pandemic there was an urgent need to identify individuals at highest risk of severe outcomes, such as hospitalisation and death following infection. The QCOVID risk prediction algorithms emerged as key tools in facilitating this which were further developed...
Autores principales: | , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10194890/ https://www.ncbi.nlm.nih.gov/pubmed/37200350 http://dx.doi.org/10.1371/journal.pone.0285979 |
_version_ | 1785044111593570304 |
---|---|
author | Lyons, Jane Nafilyan, Vahé Akbari, Ashley Bedston, Stuart Harrison, Ewen Hayward, Andrew Hippisley-Cox, Julia Kee, Frank Khunti, Kamlesh Rahman, Shamim Sheikh, Aziz Torabi, Fatemeh Lyons, Ronan A. |
author_facet | Lyons, Jane Nafilyan, Vahé Akbari, Ashley Bedston, Stuart Harrison, Ewen Hayward, Andrew Hippisley-Cox, Julia Kee, Frank Khunti, Kamlesh Rahman, Shamim Sheikh, Aziz Torabi, Fatemeh Lyons, Ronan A. |
author_sort | Lyons, Jane |
collection | PubMed |
description | INTRODUCTION: At the start of the COVID-19 pandemic there was an urgent need to identify individuals at highest risk of severe outcomes, such as hospitalisation and death following infection. The QCOVID risk prediction algorithms emerged as key tools in facilitating this which were further developed during the second wave of the COVID-19 pandemic to identify groups of people at highest risk of severe COVID-19 related outcomes following one or two doses of vaccine. OBJECTIVES: To externally validate the QCOVID3 algorithm based on primary and secondary care records for Wales, UK. METHODS: We conducted an observational, prospective cohort based on electronic health care records for 1.66m vaccinated adults living in Wales on 8(th) December 2020, with follow-up until 15(th) June 2021. Follow-up started from day 14 post vaccination to allow the full effect of the vaccine. RESULTS: The scores produced by the QCOVID3 risk algorithm showed high levels of discrimination for both COVID-19 related deaths and hospital admissions and good calibration (Harrell C statistic: ≥ 0.828). CONCLUSION: This validation of the updated QCOVID3 risk algorithms in the adult vaccinated Welsh population has shown that the algorithms are valid for use in the Welsh population, and applicable on a population independent of the original study, which has not been previously reported. This study provides further evidence that the QCOVID algorithms can help inform public health risk management on the ongoing surveillance and intervention to manage COVID-19 related risks. |
format | Online Article Text |
id | pubmed-10194890 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-101948902023-05-19 An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK Lyons, Jane Nafilyan, Vahé Akbari, Ashley Bedston, Stuart Harrison, Ewen Hayward, Andrew Hippisley-Cox, Julia Kee, Frank Khunti, Kamlesh Rahman, Shamim Sheikh, Aziz Torabi, Fatemeh Lyons, Ronan A. PLoS One Research Article INTRODUCTION: At the start of the COVID-19 pandemic there was an urgent need to identify individuals at highest risk of severe outcomes, such as hospitalisation and death following infection. The QCOVID risk prediction algorithms emerged as key tools in facilitating this which were further developed during the second wave of the COVID-19 pandemic to identify groups of people at highest risk of severe COVID-19 related outcomes following one or two doses of vaccine. OBJECTIVES: To externally validate the QCOVID3 algorithm based on primary and secondary care records for Wales, UK. METHODS: We conducted an observational, prospective cohort based on electronic health care records for 1.66m vaccinated adults living in Wales on 8(th) December 2020, with follow-up until 15(th) June 2021. Follow-up started from day 14 post vaccination to allow the full effect of the vaccine. RESULTS: The scores produced by the QCOVID3 risk algorithm showed high levels of discrimination for both COVID-19 related deaths and hospital admissions and good calibration (Harrell C statistic: ≥ 0.828). CONCLUSION: This validation of the updated QCOVID3 risk algorithms in the adult vaccinated Welsh population has shown that the algorithms are valid for use in the Welsh population, and applicable on a population independent of the original study, which has not been previously reported. This study provides further evidence that the QCOVID algorithms can help inform public health risk management on the ongoing surveillance and intervention to manage COVID-19 related risks. Public Library of Science 2023-05-18 /pmc/articles/PMC10194890/ /pubmed/37200350 http://dx.doi.org/10.1371/journal.pone.0285979 Text en © 2023 Lyons et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lyons, Jane Nafilyan, Vahé Akbari, Ashley Bedston, Stuart Harrison, Ewen Hayward, Andrew Hippisley-Cox, Julia Kee, Frank Khunti, Kamlesh Rahman, Shamim Sheikh, Aziz Torabi, Fatemeh Lyons, Ronan A. An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK |
title | An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK |
title_full | An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK |
title_fullStr | An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK |
title_full_unstemmed | An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK |
title_short | An external validation of the QCOVID3 risk prediction algorithm for risk of hospitalisation and death from COVID-19: An observational, prospective cohort study of 1.66m vaccinated adults in Wales, UK |
title_sort | external validation of the qcovid3 risk prediction algorithm for risk of hospitalisation and death from covid-19: an observational, prospective cohort study of 1.66m vaccinated adults in wales, uk |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10194890/ https://www.ncbi.nlm.nih.gov/pubmed/37200350 http://dx.doi.org/10.1371/journal.pone.0285979 |
work_keys_str_mv | AT lyonsjane anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT nafilyanvahe anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT akbariashley anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT bedstonstuart anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT harrisonewen anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT haywardandrew anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT hippisleycoxjulia anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT keefrank anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT khuntikamlesh anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT rahmanshamim anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT sheikhaziz anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT torabifatemeh anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT lyonsronana anexternalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT lyonsjane externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT nafilyanvahe externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT akbariashley externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT bedstonstuart externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT harrisonewen externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT haywardandrew externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT hippisleycoxjulia externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT keefrank externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT khuntikamlesh externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT rahmanshamim externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT sheikhaziz externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT torabifatemeh externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk AT lyonsronana externalvalidationoftheqcovid3riskpredictionalgorithmforriskofhospitalisationanddeathfromcovid19anobservationalprospectivecohortstudyof166mvaccinatedadultsinwalesuk |